{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "DBSCAN算法-skLearn实现"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "40307bdecbdab305"
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 2 Axes>",
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 1. 导入依赖\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from sklearn.cluster import DBSCAN\n",
    "from sklearn.datasets import make_moons\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 2. 生成数据集\n",
    "X,y = make_moons(n_samples=1000,noise=0.05,random_state=42)\n",
    "\n",
    "# 3. 实例化DBSCAN\n",
    "dbscan_1 = DBSCAN(eps=0.03,min_samples=5).fit(X)  # eps: 邻域半径，min_samples: 核心点的最小数量\n",
    "dbscan_2 = DBSCAN(eps=0.3,min_samples=5).fit(X)  # eps: 邻域半径，min_samples: 核心点的最小数量\n",
    "dbscan_2.labels_  # 聚类标签\n",
    "dbscan_2.core_sample_indices_  # 核心样本索引(非离群点)\n",
    "\n",
    "# 4. 设置对比实验\n",
    "plt.subplot(121)\n",
    "plt.scatter(X[:,0],X[:,1],c=dbscan_1.labels_)\n",
    "plt.title('eps=0.03')\n",
    "plt.subplot(122)\n",
    "plt.scatter(X[:,0],X[:,1],c=dbscan_2.labels_)\n",
    "plt.title('eps=0.3')    \n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-04-22T09:27:06.037186300Z",
     "start_time": "2024-04-22T09:27:05.884150600Z"
    }
   },
   "id": "5ac3b0affeffff09"
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false
   },
   "id": "ca93b32a492aab2b"
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false
   },
   "id": "2808cfea41239f14"
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false
   },
   "id": "855c07ea06d8d702"
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false
   },
   "id": "912044e5f586ee78"
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false
   },
   "id": "164078b7672bb837"
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
